{"id":"W2103335967","doi":"10.3171/ped.2007.106.5.340","title":"Endoscopic biopsy for intraventricular tumors in children","year":2007,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Biopsy; Endoscopy; Hydrocephalus; Endoscopic third ventriculostomy; Surgery; Radiology; Context (archaeology); Complication; Retrospective cohort study; Sampling (signal processing)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006145314,0.0003521567,0.0003696009,0.001399369,0.0004603212,0.0003732259,0.0003299677,0.0004934049,0.0008431122],"category_scores_gemma":[0.004079097,0.0002030317,0.0002781959,0.001268483,0.0006689232,0.0006126211,0.00033656,0.0004838521,0.0003253297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435085,"about_ca_system_score_gemma":0.0005466423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418173,"about_ca_topic_score_gemma":0.001891619,"domain_scores_codex":[0.9994602,0.0001135439,0.00009404848,0.00008421748,0.0001659211,0.00008214108],"domain_scores_gemma":[0.9978732,0.0007581961,0.0009739632,0.0000762859,0.0001454383,0.0001728322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001022803,0.00002138957,0.9576147,0.000142299,0.00003126092,0.02149684,0.0001738785,0.0001923267,0.002821569,0.00005257784,0.0003459608,0.01700493],"study_design_scores_gemma":[0.00001432658,0.0004300481,0.7169059,0.0001485337,0.00006011982,0.274479,0.000492228,0.0004208989,0.005330956,0.00007361807,0.001627598,0.00001677359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903321,0.006505517,0.00182144,0.00009990915,0.00001924774,0.00003378966,0.0003375972,0.00004238456,0.0008081127],"genre_scores_gemma":[0.9947447,0.002632192,0.002170955,0.00005084807,0.00002576658,0.00001874017,0.0002514785,0.000013413,0.00009200689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001418173,"threshold_uncertainty_score":0.003250003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743776289088381,"score_gpt":0.2624265182805814,"score_spread":0.2449887553896976,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}